The Political Consequences of Federated Elections: Evidence from California - ABC27

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The Political Consequences of Federated Elections:
                    Evidence from California∗
                                       Connor Halloran Phillips
                                             August 27, 2020

                                                    Abstract
       A distinctive characteristic of American politics is the practice of holding frequent, separate
       elections for offices at many different administrative levels. Although recent work has high-
       lighted how this multitiered electoral structure impacts local government, less attention has
       been paid to the effects of this system on state and national politics. In this paper, I address
       this question by leveraging a law passed in California in 2015 that required consolidation of
       some municipal elections with federal primaries and general elections. Using a difference-
       in-differences framework, I find that holding on-cycle municipal elections appears to increase
       turnout on the national Election Day by around 3 percent and provide suggestive evidence that
       the presence of a municipal election on the general election ballot is what is driving this effect.
       These results suggest that the US election calendar is an important contributor to the coun-
       try’s low rates of aggregate turnout in international context and demonstrate the value of using
       state-level electoral reforms as a tool for causal inference.

   ∗
    Prepared for presentation at the Annual Conference of the American Political Science Association on September
13, 2020. I thank Steve Ansolabehere, Alex Garlick, the participants in the American Politics Research Workshop
at Harvard University, and the participants in the 2019 Election Sciences, Reform, and Administration Conference in
Philadelphia, PA for their comments and feedback and Jacob Brown and Ryan Enos for their data assistance.

                                                        1
1     Introduction

Both academic and popular commentators have repeatedly bemoaned the relatively low rates of
participation in US politics. Voter turnout in presidential elections famously lags behind that of
other developed democracies (Powell 1986), while participation in state and local elections, juris-
dictions that make the vast bulk of decisions that affect Americans’ daily lives, is often even lower
(Lijphart 1997). While the causes and effects of low voter turnout in national elections have long
been a subject of concern (e.g., Schattschneider 1960), more recently political science has began
scrutinizing the policy impact of lower turnout in state and local elections as well (Anzia 2011;
Berry 2011).
    These two turnout gaps—the relatively low turnout in US presidential elections in international
context, and the even lower turnout in state and local elections compared with national elections—
may be related. Most US officials are not elected on federal Election Day (Anzia 2011): During
a two-year election cycle, a citizen may find herself called to the polling place on separate days
for school board elections, municipal elections, presidential primaries, state primaries, a special
election or two, and finally the biennial federal election. The cumulative effect of all of these elec-
tions may boost participation, as numerous campaigns compete to mobilize and engage citizens,
or it may depress participation, as exhausted voters sit out of elections because they are not able to
participate in what may be as many as four or more elections every year, often held at inconvenient
times, or because they simply cannot keep all the candidates and offices straight.
    This paper investigates the effect that separating federal elections from elections for other of-
fices has on overall participation. It is well-known that moving local and state elections to coincide
with federal elections (a practice known as election consolidation)1 mechanically boosts turnout in
these lower-profile contests (Hajnal and Lewis 2003), but the extent to which such initiatives help
or hurt turnout in federal is less clear. Understanding this link would help shed light on mechanisms
governing turnout and point the way both to potential reforms to boost participation. Accordingly,
   1
     “Consolidation” can also refer to transferring administrative responsibilities over an election to a higher election
authority such as a county or state, whether or not the election needs to be moved to do so. To avoid confusion, in this
paper I exclusively use the term to refer to changes in election timing.

                                                           2
I investigate a recent law passed by the state of California that required almost all of its local
jurisdictions to consolidate their elections (hitherto often held on dates separate from statewide
contests, or “off-cycle”) with either statewide primaries or general elections (“on-cycle”). Because
a court decision restricted the law’s applicability to only three-quarters of California cities, and
some cities chose to move their election dates sooner than others, there is a great deal of variation
in the phase-in of this reform, allowing me to conduct a difference-in-differences comparison to
see what effect consolidating local and statewide elections has on participation. I find that jurisdic-
tions that consolidate elections receive a two- to three-percentage point boost in midterm turnout
as compared to cities that did not, indicating that the effects of shifting election times to coincide
with more high-profile contests on net increases participation.
    Before arriving at the empirics, I first lay out my theoretical expectations about the relationship
between the election calendar and overall turnout levels and consider the implications of previous
results relating to this topic. The following section provides background information relating to
politics in California and the law in question, along with an outline of my data collection process
and empirical strategy. Next, I provide the results of my analysis, along with a placebo test using
pretreatment trends and an exploratory analysis of potential mechanisms driving the result. Finally,
I consider ways to extend and improve this analysis, as well as potential avenues for future research.

2    Theory

Election timing can influence turnout in several ways. In particular, campaign activities and ad-
vertising by candidates and parties, whether designed to encourage participation in a particular
election or broader political engagement, have generally been found to improve turnout (Rosen-
stone and Hansen 1993; Francia and Herrnson 2004; but see Ansolabehere and Iyengar 1995). The
idea behind such a relationship seems straightforward: Individuals are more likely to participate
if they are asked, particularly if a campaign does the hard work of overcoming potential barriers
such as registration, obtaining information on the candidates and issues on the ballot, and making

                                                  3
arrangements for travel to the polling place. Moreover, holding elections on the same day allows
campaigns to coordinate their effects to mobilize as many people as possible, or at least produces
positive externalities from their separate mobilization effects, whereas spreading out elections in
time diminishes the impact of campaign resources in any one race (Boyd 1989). Voters themselves
may also be fatigued or “satiated” by relatively frequent elections: participating in one election
every year or two years may fulfill their political interest or sense of civic obligation, meaning
that increasing the number of elections will lower participation in each. Accordingly, jurisdic-
tions that separate their elections should experience lower turnout in each contest—even in the
highest-profile ones like presidential elections—than those that do not.
       The size of this effect, however, likely varies based on characteristics of the election. Particular
electoral contests may also be more “attractive” or exciting than others even in the absence of
campaign effects (Boyd 1989). For example, as American politics have nationalized (Hopkins
2018), it could be the case that federal and especially presidential contests have become more
interesting independent of mobilization and state and local contests less so. Conversely, those
individuals who are still not interested in federal elections may turn out if there is an important state
or local race or issue on the ballot (Boyd 1986). Thus, the extent to which combining elections for
two different offices raises turnout in one election depends on how many voters would have turned
out only for the other contest.2 While federal and statewide contests are typically thought of as the
foremost drivers of turnout, there are several groups of people (e.g., members of public employee
unions) for whom local contests should arguably be the most important races. Further, the closer
elections are, the more interesting they will be, and thus the more people they might bring to the
polls (Grofman, Collet and Griffin 1998). Of course, campaign mobilization is likely to be higher
in close contests as well.
       Prior work on election timing has generally found mixed to positive results in the effect of elec-
tion contests in getting voters to the polls. Presidential elections, unsurprisingly, are the main driver
   2
    This paper is primarily concerned with overall turnout rather than voting in any particular contest, abstracting from
questions of ballot roll-off. It should be noted, however, that ballot roll-off is typically minimal in top-of-the-ticket
contests.

                                                           4
of turnout, with senatorial elections, gubernatorial elections, and statewide ballot measures influ-
encing turnout in midterm years but not in presidential ones (Jackson 1997, 2002; Smith 2001).
Studies more explictly focused on election timing have found using validated individual-level sur-
vey data that gubernatorial elections held concurrently with presidential elections boost presiden-
tial turnout, while the introduction of separate presidential primaries lowers it (Boyd 1986, 1989).
A study of the same hypothesis using time series cross-sectional data, however, found no effect
(Cohen 1982). Presidential primaries consolidated with Congressional primaries have also been
shown to boost turnout in the ensuing general election, in addition to the increase in primary par-
ticipation from the higher-turnout presidential primary (Schuster 2018). The magnitudes of these
effects vary: Boyd finds that presidential primaries reduce propensity to turn out by about 5%
and gubernatorial contests raise it by about 6%, Jackson finds double-digit boosts to turnout from
high-stimulus gubernatorial and senatorial contests, Smith finds that these effects are closer to 2-
4 percentage points, and Schuster finds a 10% increase in general election turnout from primary
election consolidation.
    This paper attempts to move this literature forward by testing a difficult case for timing effects
on turnout: the timing of municipal elections, typically regarded as a low-salience contest and
generally not studied in the cases above. To the extent that local contests can boost turnout in
general elections held at the same time, that should be considered fairly strong evidence for the
proposition that election timing matters for turnout.

3     Analysis

3.1    Background

Like most other states, the state of California holds elections in November of even-numbered
years to elect statewide officials and members of the state senate (four-year staggered terms) and
house of representatives (two-year terms), along with federal elections for US Representatives,
US Senators, and presidential electors. Many local jurisdictions also elect officials for municipal,

                                                  5
county, and special district governments. These elections are formally nonpartisan, in contrast
to the higher-level elections, most of which allow candidates to list partisan affiliations despite
being conducted under a “top-two” primary system where the two candidates with the highest
vote share in the first round advance to the second.3 These elections by law must take place on
an established election date, which generally refers to the national Election Day in November,
the California primary in June, and a municipal election date in April, although various special
elections take place throughout the year (and local elections, unlike statewide elections, may be
in odd- or even-numbered years). Finally, statewide and municipal ballots in these contests may
also include “measures”, initiatives, recalls, and referenda voted on by the citizens of a given
jurisdiction. California has begun transitioning to a vote-by-mail system in the past several years,
with several rural counties moving to entirely vote-by-mail elections and all registered California
voters having the option of requesting a mail ballot. Accordingly, the percentage of people voting
by mail has grown to a majority of all ballots cast in the last four election cycles (reaching 60.5%
in 2014 and 65.3% in 2018).
       Vote-by-mail legislation is only one of a suite of reforms that California has introduced in re-
cent years to combat low voter turnout, including pre-registration for 16- and 17-year-olds, election
day registration, and more recently automatic voter registration for citizens applying for a drivers’
license. Most notably for this paper, in 2015 state senator Ben Hueso (D-San Diego) introduced SB
415 in the California legislature, which was passed and signed into law by Governor Jerry Brown
later that year. The bill required that all political subdivisions of the state with unconsolidated
elections where turnout was at least 25 percent less than the turnout in the previous four statewide
general elections move their elections to a statewide primary or general election by 2022. Prac-
tically speaking, this threshold potentially covered the vast majority of jurisdictions in the state.
In response to a lawsuit by the city of Redondo Beach, however, a Los Angeles Superior Court
judge ruled in September 2018 that the state’s charter cities (which constituted 121 out of 482 mu-
nicipalities in the state) were not bound by the law. Other jurisdictions began to consolidate their
   3
     Two statewide officials, the state Superintendent of Public Instruction and Insurance Commissioner, are also
elected in nonpartisan contests.

                                                       6
elections, only some of which were in time for the 2018 cycle.

3.2       Data Collection

To observe the effect of SB 415 implementation, I constructed a dataset containing the municipal
election date for the 2014 and 2018 election cycles along with registered voters and turnout in
these elections for municipalities in California. Most county election offices publish registration
and turnout breakdowns for all political units within the county, including cities and towns, as
part of their official Statement of Votes Cast; when this information was not available, I obtained
these numbers by aggregating precinct-level registration and turnout figures or by contacting the
elections office to ask for them.
       I obtained information on the scheduling of, number of candidates in, and outcome of munici-
pal elections from the California Election Data Archive housed at the California State University,
Sacramento. This led to a missing data problem, since many municipal elections suffer from a lack
of competition. If no more candidates file than positions are available, it is common for the city
council to cancel the election and appoint the candidates to the council instead, in which case these
races are not listed among the election results. For almost all non-listed elections, I was able to
locate a copy of the municipal ordinance cancelling the election, find news coverage of the elec-
tion cancellation, or locate the date of the munipical election as of the year in question in the city’s
municipal code and verify that the county had no record of a collection occuring. In the handful of
remaining cases where there is no record of an election, I coded the election based on the date of
the most recently held prior election in that municipality (and coded it as cancelled). The results
are displayed in Table 1 below; the clearest trend is that many, but not all, jurisdictions that did
not hold elections on the federal Election Day (November of even-numbered years) in 2013-14
switched to that date for the 2017-2018 cycle.
       The dataset used for this analysis includes 466 of California’s 482 municipalities. Results could
not be obtained from four counties representing 15 cities4 , and one other city was omitted for data
   4
       Specifically Lassen, Napa, and Nevada Counties, along with six cities—Clovis, Fowler, Fresno, Kingsburg, Reed-

                                                           7
Table 1: Election Timing Changes from 2014 to 2018
                                   Date             Cities 2014 Cities 2018
                         March-April of Odd Year         37          28
                         June of Odd Year                 1           2
                         November of Odd Year            62          19
                         March-April of Even Year        17          10
                         June of Even Year               18          19
                         November of Even Year          307         364
                         Other                            6           6

reasons.5

3.3    Empirical Strategy

Previous studies of election timing and turnout in general, and of the California case in particular
(Hajnal, Lewis and Louch 2002; Anzia 2014) have relied on preexisting variation in election timing
to assess its effect on turnout. While necessary in order to obtain leverage on these questions, this
approach requires authors to think carefully about addressing potential omitted variable bias. For
example, when Anzia (2014) finds that cities with off-cycle elections provide greater compensation
and benefit to firefighters (whose unions have greater leverage in low-turnout off-cycle elections),
she also conducts an analysis controlling for firefighter union strength to ensure that the results are
not driven by strong firefighters’ unions pushing cities to adopt this election calendar.
    This approach has two important benefits relative to this previous efforts. First, by studying a
change to election timing, the study can isolate the within-city effect of election timing on turnout.
Second, because the reform to election timing came from the state level, it is plausibly exogenous
to local political factors that can affect turnout. While it is true that cities had discretion over
when to implement the change (from as early as the 2016 election cycle to as late as 2022), it is
unclear whether the timing of the change will have an impact on the estimated effect. Intuitively,
ley, and Sanger—from Fresno County. Since none of the cities in these counties were treated and the specifications
below use county fixed effects, the results should be unaffected by their omission.
    5
      The city of Industry in Los Angeles County is omitted due to an extremely odd time series (going from 102
registered voters reported in 2014 to 4911 reported in 2018) for which I have not been able to find an adequate
explanation.

                                                        8
it is implausible that cities that chose to move up their municipal elections sooner would be those
that were likely to experience a greater increase in turnout than those that chose to wait until
2020 or 2022. Rational incumbents would be even less likely to switch from low-turnout off-cycle
elections to higher-turnout on-cycle elections if the upcoming election was anticipated to feature
greater than usual turnout, due to the heightened uncertainty from an even larger electorate. An
additional robustness check, employed in the analysis above, would be to subset to just general-law
cities. Not only are these a more homogenous group of cities (the outliers in terms of population,
including Los Angeles, San Francisco, and San Diego, are all charter cities with different forms
of government), but since charter cities were exempt from complying with SB 415, the incidence
of strategic compliance or noncompliance should be reduced when examining only general-law
cities. Below, I also compare the treated and nontreated units with respect to their pretreatment
trends, and demonstrate that they are similar.
       The main empirical analysis rests on a difference-in-differences framework, comparing the
change in November turnout in the 59 cities that changed their election timing between 2014 and
2018 with the change in turnout among the remaining cities, which did not.6 The comparison is
operationalized by the first-differences equation below:

                                 Yi,2018 − Yi,2014 = αi + δ(Xi,2018 − Xi,2014 ) + εi

where Yit indicates the turnout level as a percentage of registered voters7 in jurisdiction i at time t
and Xit is a dummy variable for the presence of an on-cycle election at time t. Thus, the independent
variable will equal 0 for cities that did not change their election timing over this period, while cities
that moved their elections to coincide with a statewide election will see the independent variable
equal 1. δ, the turnout difference between cities that moved and did not move their elections,
thus represents the increase in turnout associated with consolidating local elections with statewide
elections. The theory above accordingly predicts that δ > 0.
   6
     All but one of the “treated” cities consolidated their elections with the November general election rather than the
June primary.
   7
     A replication of the analysis using citizen voting-age population as the denominator is provided in the Appendix.

                                                           9
This analysis also includes a fixed effect for the county of city i, αi . American elections are
administered by counties, and accordingly many policies and practices that might impact turnout
vary at the county level. In particular, the pattern of election timing varies heavily by county, with
many counties already holding all on-cycle elections during the 2014 cycle while cities in other
counties are much more likely to hold unconsolidated elections. Municipalities within the same
county are likely more similar to each other than to municipalities in distant counties.8 Thus, this
specification directly compares the change in turnout in cities that changed their election timing
with the average change in turnout among cities in the same county that did not change their
election timing.9
        I report results with and without weighting by the number of registered voters in the munici-
pality in 2014. The unweighted estimates take cities as the unit of analysis and indicate the effect
on aggregate turnout of removing municipal elections from the November ballot. Conversely, the
weighted estimates take the individual voter as the unit of analysis, so the estimated coefficient
is the change in a voter’s propensity to turn out in the general election when municipal races are
taken off the ballot. Reporting results in both ways also helps ensure that results are not driven by
cities of a particular size.

4        Results

The results are presented in Table 2 below. The first two columns give results for all cities, while
the third and fourth subset to general law cities. Cities that consolidated elections seem to have
experienced a three-percentage point increase in turnout, while the weighted regressions imply
that turnout rose by two percentage points among registered voters in the cities in question. Given
that average turnout across cities in the sample was 66% (and overall turnout among registered
    8
      Repeating the analysis below without county fixed effects produces similar results, with larger effect sizes. How-
ever, the parallel trends assumption fails to hold in this analysis, indicating that the two groups are sufficiently dissim-
ilar as to make inference difficult.
    9
      The substantive results in Table 2 below all hold when the data is subsetted to only those cities that held off-cycle
elections in 2014.

                                                            10
voters was 64.4%), this translates into a 4.5% increase in turnout at the municipality level and a
3% increase in turnout overall among registered voters in the municipalities.

             Table 2: Turnout Changes 2014-18 in Cities That Consolidated Elections
                                                  All Cities          General Law Cities
                                            Model 1         Model 2   Model 3    Model 4
             Treated                        0.025∗∗∗        0.018∗    0.029∗∗∗   0.023∗∗
                                            (0.007)         (0.008)   (0.008)    (0.008)
             County Fixed Effects             Yes             Yes       Yes        Yes
             Weighted                         No              Yes       No         Yes
             N                                466             466       351        351
             Adj. R-squared                  0.837           0.563     0.867      0.577
               ∗∗∗
                     p < .001; ∗∗ p < .01; ∗ p < .05

4.1    Robustness Checks

By comparing changes in turnout in cities that did and did not consolidate their elections between
2014 and 2018, this specification removes the possibility that observed changes are due to either
time-invariant characteristics of the cities that did consolidate their elections or to differences in
the electoral environment between 2014 and 2018. Accordingly, the main potential threat to iden-
tification would consist of differences in the trends in turnout between these two cities—whether
because the two groups of cities were naturally evolving in different ways, or because incumbents
in the cities that were affected by the legislation strategically chose whether to shift their election
timing in 2018 or wait until 2020.
   To assess this possibility, I examine overtime trends in turnout between 2010 and 2014. Table
3 conducts a placebo replication of the results in Table 2 by testing the relationship between the
treatment variable (Xi,2018 − Xi,2014 ) and the pretreatment change in turnout between 2010 and 2014,
(Yi,2014 − Yi,2010 ). If treated and untreated cities within the same county were on similar turnout
trajectories prior to the passage of SB 415, then this analysis should return a null result. As can
be seen from Table 3, the pretreatment trends are all in the opposite direction from and of a lower

                                                       11
magnitude than those in Table 2, and only the first result is statistically significant at the 0.05 level.
While this is not a perfect null result, it at least provides an encouraging sign that the behavior of
the treated communities diverges meaningfully from pretreatment trends.

Table 3: Placebo Test: Turnout Changes 2010-14 in Cities That Consolidated Elections 2014-18
                                                  All Cities          General Law Cities
                                            Model 1         Model 2   Model 3   Model 4
              Treated                       −0.012∗         −0.005    −0.010     −0.007
                                            (0.006)         (0.004)   (0.007)    (0.005)
              County Fixed Effects            Yes             Yes       Yes        Yes
              Weighted                        No              Yes       No         Yes
              N                               465             465       350        350
              Adj. R-squared                 0.769           0.818     0.793      0.793
               ∗∗∗
                     p < .001; ∗∗ p < .01; ∗ p < .05

4.2    Mechanisms

How does including municipal elections on the ballot for the statewide general election boost
turnout in that contest? The theory outlined above posited several mechanisms: mobilization via
campaign activity or election-related news and other information, the absence of the demobilizing
effect of multiple elections in a short time period, and the increased attention resulting from an
especially competitive or high-profile campaign. In Table 4 below, I control for several variables
designed to test these various mechanisms. They are:

   1. ∆ Election Held: For each scheduled municipal election, I coded a dummy variable for
      whether or not the election was held. This variable is the difference between the value of
      that dummy for 2018 and the value for 2014 for those municipalities that already held their
      elections on-cycle (i.e., in November of even-numbered years). It is thus 1 if the municipality
      cancelled its 2014 election and held its 2018 election; -1 if the municipality cancelled its
      2018 election and held its 2014 election, and 0 if the municipality held or cancelled both
      elections or held an off-cycle election in 2014. This variable tests for the mobilizing effect of

                                                       12
simply having a contest on the ballot: if its value is positive, it indicates that contested local
      elections attract more turnout than uncontested ones, even if there are many other races on
      the ballot.

   2. Treated x 2018 Competition This is an interaction between the treatment indicator and the
      level of competitiveness of the 2018 municipal elections (the number of candidates for city
      offices—city council, along with mayor, treasurer, and clerk-recorder if applicable—divided
      by the number of offices available). It is equal to 0 for all untreated cities, and for all treated
      cities with cancelled 2018 elections. It should be positive if more competitive municipal
      elections created higher turnout.

   3. ∆ Competition: This gives the first difference (2018 - 2014) for the competitiveness variable
      described above. It should be positive if more competitive races are associated with higher
      turnout.

            Table 4: Turnout Changes 2014-18 in Cities That Consolidated Elections
                                                        All Cities        General Law Cities
                                               Model 1          Model 2   Model 3    Model 4
          Treated                                  0.026∗∗∗      0.019∗   0.030∗∗∗   0.023∗∗
                                                   (0.007)      (0.008)   (0.009)    (0.008)
          ∆ Election Held                          0.022∗∗∗     0.028∗∗   0.022∗∗    0.023∗∗
                                                   (0.006)      (0.009)   (0.007)    (0.008)
          Treated x 2018 Competition               −0.013       −0.016∗   −0.014     −0.017∗
                                                   (0.007)      (0.007)   (0.008)    (0.007)
          ∆ Competition                             0.003        0.003    −0.001     0.0002
                                                   (0.003)      (0.003)   (0.004)    (0.004)
          County Fixed Effects                       Yes          Yes       Yes        Yes
          Weighted                                   No           Yes       No         Yes
          N                                          466          466       351        351
          Adj. R-squared                            0.840        0.570     0.869      0.579
           ∗∗∗
                 p < .001; ∗∗ p < .01; ∗ p < .05

   The results in Table 4 evince some revealing patterns. The second row clearly indicates that
simply having a municipal election on the ballot is associated with higher turnout in the November

                                                           13
general election. Of course, this analysis cannot control for the underlying level of political inter-
est and engagement in a city, which may be (and in fact likely is) increasing in cities that go from
uncontested municipal elections in 2014 to contested ones in 2018, but it is an intruiguing and sta-
tistically significant finding nonetheless.10 In contrast, treated cities that saw more candidates per
office in 2018 actually saw lower turnout than other treated cities, although the effect is marginally
significant only in the weighted least squares specifications. It is unclear why this should be the
case. Finally, the effect of the changing levels of competition is a flat null across specifications.
This may indicate that having more competitive elections does not meaningfully increase turnout
between years in these cities; however, it could also be the case that the measure of competitive-
ness used here is crude and does not distinguish between long-shot or nuisance candidates and
genuinely competitive races.

5         Discussion

Overall, these results provide support for the hypothesis that spreading out elections diminishes
turnout. The magnitude of the effect (two to three percentage points) is only slightly less than
previous estimates of the magnitude of the effect of gubernatorial elections, senatorial elections,
and statewide ballot measures. This is perhaps unexpected given the relatively low prominence of
local campaigns, although since the potential electorate for these contests is much smaller than that
for statewide ones, it is much less costly to mobilize enough voters to be decisive. Further, although
it is impossible to fully disentangle all of the mechanisms that could be responsible for boosting
turnout when elections are consolidated, the evidence seems to imply that the mere presence of an
additional contest on the ballot is enough to boost turnout, indicating that some sort of campaign
effect or informational effect from media coverage may be involved.
         These results highlight the promise of election consolidation as a potential turnout-boosting
    10
     Interestingly, the treatment effect is virtually identical across specifications in the 53 treated cities that held their
consolidated November elections and the 6 untreated cities that cancelled them; the effect is only significant in the
former case due to the small sample size. Were this result to hold in a larger sample, it could indicate that the voter
fatigue is playing a role in the turnout effects in Table 2.

                                                             14
election reform. To the extent that policymakers regard higher turnout across all election contests
as a goal, consolidation appears to achieve this. It remains to be seen, however, what effect this
reform has on election outcomes, from ballot roll-off to the identity of election winners to the
actual policy decisions reached by officials chosen in these contests.11 One area in particular that
is ripe for further investigation is the possibility of ballot roll-off: Does increasing the length of the
ballot through consolidation make citizens less likely to complete it all the way through? Previous
studies have found that with respect to municipal elections, the turnout boost from being included
on the general election ballot more than offsets undervotes stemming from voter exhaustion, and
it seems unlikely that voters would disregard such top-of-the-ticket items as gubernatorial, Senate,
and US House elections. Nevertheless, future studies of California’s SB 415 and related policies
should carefully scrutinize their impact across the entire ballot.
    Other potential directions for future work include scrutiny of the voter file to investigate the
profile of voters that are drawn to the polls by this reform and how it impacts the overall electorate.
A further investigation of the types of campaigning in these local contests, and how information
about them is disseminated by candidates, interest groups, and the media in both concurrent and
non-concurrent races, would also shed additional light on the mechanisms driving this effect. Case
study analysis of several campaigns could be particularly effective in this regard. Finally, replicat-
ing this analysis for similar reforms in other states would reveal the extent to which these results
generalize to other contexts. As other states and cities consider changing their electoral calendar to
boost turnout and for other reasons, these sorts of investigations will play a crucial role in assessing
what the impact of these proposed reforms will be.
  11
     One study (Hajnal and Kogan 2019) explores the effect of changing to concurrent local elections on the demo-
graphics of voters in municipal contests.

                                                       15
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A     Appendix: Using Population as a Denominator

Many studies of voter turnout prefer to use citizen voting-age population (CVAP), or some variation
thereof such as citizen voting-eligible population (CVEP), as a denominator, since registration
policies and practices vary between jurisdictions and because turnout as a percentage of CVAP is
arguably a better measure of levels of democratic participation in a population. It is somewhat more
complicated to use CVAP in this context, since CVAP measurements from the decennial Census
will be considerably outdated by 2018 and those from the American Community Survey (ACS) are
measured with considerable error for the smaller observations in this sample. (It may also be less
necessary to control for the effects of registration policy, given the use of county fixed effects in the
models above, since registration practices are set at the county level.) Further, the effect sizes will
likely be smaller in analyses using CVAP since the absolute number of voters involved is a smaller
percentage of CVAP than it is of the more restricted pool of registered voters.
    With these caveats, Table A1 below replicates Table 2 using CVAP measured by the 2010-
2014 five-year ACS and 2014-2018 five-year ACS as the denominators for 2014 and 2018 turnout
respectively. The coefficients are all in the same direction as in Table 2, and roughly consistent
with the magnitudes that would be expected given the larger denominator and attenuation bias
from measurement error, but are not significant.

       Table A1: Turnout Changes 2014-18 in Cities That Consolidated Elections (CVAP)
                                                  All Cities          General Law Cities
                                            Model 1         Model 2   Model 3   Model 4
              Treated                        0.014           0.005     0.011      0.009
                                            (0.007)         (0.007)   (0.010)    (0.010)
              County Fixed Effects            Yes             Yes       Yes       Yes
              Weighted                        No              Yes       No        Yes
              N                               466             466       351       351
              Adj. R-squared                 0.472           0.407     0.490     0.347
               ∗∗∗
                     p < .001; ∗∗ p < .01; ∗ p < .05

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